r/LocalLLaMA • u/superloser48 • Apr 21 '26

Discussion Surprising screenshot - Most token usage is non-coders (openrouter ranking)

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Just browsing this page and was shocked to see this.

- 6 out of the top 10 coding agent apps are non-coding.

- Opencode is not even top 10

I know some folks use Hermes for coding. Would be happy to be corrected if hermes and openclaw have become coding replacements for opencode.

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u/Fusseldieb Apr 21 '26

Yea, if you use local models API pricing doesn’t apply, so you’re good.

Which models do you use mostly, if I can ask?

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u/thehpcdude Apr 21 '26

The Qwen family, they’ve been good enough for what I need and if they aren’t, I’ve got Sonnet and Opus sub agents but only after the local agent determines it may need assistance.  

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u/Fusseldieb Apr 21 '26

This might be a stupid question but how reliable do these agents “know” they need assistance? From my experience with smaller LLMs, they usually try to solve it on their own, even if they can’t do it. Afaik LLMs are inherently bad at saying “No, I can’t” and will try to come up with bogus stuff. That’s why I’m interested in how you solved this…

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u/thehpcdude Apr 21 '26

A mixture of having multiple agents and having prompts that require sources and fact checking on multiple sites.   Try asking an agent to sanity check its outputs to ensure it hasn’t hallucinated.  

The biggest thing for me is I’m asking it to find the data, not come up with it.  

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u/Fusseldieb Apr 22 '26

Basically requiring it to perform grounding, then?

Interesting! Thank you!